Summary of Optimizing Large Language Models Through Quantization: a Comparative Analysis Of Ptq and Qat Techniques, by Jahid Hasan
Optimizing Large Language Models through Quantization: A Comparative Analysis of PTQ and QAT Techniquesby Jahid…
Summary of Neural Precision Polarization: Simplifying Neural Network Inference with Dual-level Precision, by Dinithi Jayasuriya et al.
Neural Precision Polarization: Simplifying Neural Network Inference with Dual-Level Precisionby Dinithi Jayasuriya, Nastaran Darabi, Maeesha…
Summary of Saliency Assisted Quantization For Neural Networks, by Elmira Mousa Rezabeyk et al.
Saliency Assisted Quantization for Neural Networksby Elmira Mousa Rezabeyk, Salar Beigzad, Yasin Hamzavi, Mohsen Bagheritabar,…
Summary of Svdquant: Absorbing Outliers by Low-rank Components For 4-bit Diffusion Models, By Muyang Li et al.
SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Modelsby Muyang Li, Yujun Lin, Zhekai…
Summary of Bitnet A4.8: 4-bit Activations For 1-bit Llms, by Hongyu Wang et al.
BitNet a4.8: 4-bit Activations for 1-bit LLMsby Hongyu Wang, Shuming Ma, Furu WeiFirst submitted to…
Summary of Scaling Laws For Precision, by Tanishq Kumar et al.
Scaling Laws for Precisionby Tanishq Kumar, Zachary Ankner, Benjamin F. Spector, Blake Bordelon, Niklas Muennighoff,…
Summary of Interactions Across Blocks in Post-training Quantization Of Large Language Models, by Khasmamad Shabanovi et al.
Interactions Across Blocks in Post-Training Quantization of Large Language Modelsby Khasmamad Shabanovi, Lukas Wiest, Vladimir…
Summary of Stochastic Monkeys at Play: Random Augmentations Cheaply Break Llm Safety Alignment, by Jason Vega et al.
Stochastic Monkeys at Play: Random Augmentations Cheaply Break LLM Safety Alignmentby Jason Vega, Junsheng Huang,…
Summary of A Comprehensive Study on Quantization Techniques For Large Language Models, by Jiedong Lang et al.
A Comprehensive Study on Quantization Techniques for Large Language Modelsby Jiedong Lang, Zhehao Guo, Shuyu…
Summary of “give Me Bf16 or Give Me Death”? Accuracy-performance Trade-offs in Llm Quantization, by Eldar Kurtic et al.
“Give Me BF16 or Give Me Death”? Accuracy-Performance Trade-Offs in LLM Quantizationby Eldar Kurtic, Alexandre…